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Title: :  Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning
PaperId: :  25212
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 5 2024
DUI:    16.0415/IJARIIE-25212
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
H.M.A.I.B HerathSri Lanka Institute of Information Technology
T. F. SamoonSri Lanka Institute of Information Technology
Thushan P.VSri Lanka Institute of Information Technology
H.G.D.SandakalumSri Lanka Institute of Information Technology
Dharshana KasthurirathnaSri Lanka Institute of Information Technology
Jenny KrisharaSri Lanka Institute of Information Technology

Abstract

Computer Engineering
Recommendation system, Q learning, Diabetic- Retinopathy, Reinforcement-learning, machine learning
Diabetic retinopathy (DR) is one of the main causes of vision impairment among diabetes patients, which leads to the requirement of effective management strategies to stop its progression. In traditional management methods, this process is often less personalized, which results in poor dietary and exercise practices among patients. This paper presents a mobile application, "Retina-Care," created to give out personalized dietary and exercise recommendations using Q-learning - a method of reinforcement learning. This proposed system dynamically learns and adapts to individual user behaviors, which leads to users engaging with the system more and adhering to the recommendations given. The paper addresses the cold start problem which can be seen in reinforcement learning systems, through a combination of epsilon-greedy methods, initialized Q- tables, and integration of an expert system. The results received through simulations and user testing indicate that the proposed strategy was successful in giving recommendations that were suitable to the unique medical conditions and preferences of the diabetic retinopathy patients. The said findings show that reinforcement learning can be used to enhance the effectiveness of diabetic retinopathy management systems, offering a promising solution for broader healthcare applications.

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IJARIIE H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara. "Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 5 2024 Page 2383-2392
MLA H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara. "Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning." International Journal Of Advance Research And Innovative Ideas In Education 10.5(2024) : 2383-2392.
APA H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, & Jenny Krishara. (2024). Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning. International Journal Of Advance Research And Innovative Ideas In Education, 10(5), 2383-2392.
Chicago H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara. "Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 5 (2024) : 2383-2392.
Oxford H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara. 'Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 5, 2024, p. 2383-2392. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Enhancing_Diabetic_Retinopathy_Management_Through_Personalized_Recommendations_with_Reinforcement_Learning_ijariie25212.pdf (Accessed : ).
Harvard H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara. (2024) 'Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning', International Journal Of Advance Research And Innovative Ideas In Education, 10(5), pp. 2383-2392IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Enhancing_Diabetic_Retinopathy_Management_Through_Personalized_Recommendations_with_Reinforcement_Learning_ijariie25212.pdf (Accessed : )
IEEE H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara, "Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 5, pp. 2383-2392, Sep-Oct 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Enhancing_Diabetic_Retinopathy_Management_Through_Personalized_Recommendations_with_Reinforcement_Learning_ijariie25212.pdf [Accessed : ].
Turabian H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara. "Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 5 ().
Vancouver H.M.A.I.B Herath, T. F. Samoon, Thushan P.V, H.G.D.Sandakalum, Dharshana Kasthurirathna, and Jenny Krishara. Enhancing Diabetic Retinopathy Management Through Personalized Recommendations with Reinforcement Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(5) : 2383-2392. Available from: https://ijariie.com/AdminUploadPdf/Enhancing_Diabetic_Retinopathy_Management_Through_Personalized_Recommendations_with_Reinforcement_Learning_ijariie25212.pdf
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